RoleVerge · 2026-09-29
Disclaimer & evidence boundaries
What a score means
Capability coverage is a self-reflection measure, not a validated competence test, percentile, income forecast or probability of losing a job. Weights, rankings, paths and future scenarios are community hypotheses for reference only. General profiles use equal weights and are not an industry average.
AI exposure and time horizons
Task exposure to AI is different from replacing a whole occupation. Cost, quality, deployment, law, trust and human responsibility all affect adoption. We display unknown when evidence is missing; an approved time horizon is still a dated, regional community scenario, never a personal countdown. Global research figures must not be applied to an individual as a prediction.
Use independent judgment
Use this educational resource alongside qualified local professional advice and your own circumstances. We do not guarantee employment, safety from automation, salary growth or course outcomes. No recruiter, school, employer or government endorsement is implied. Statutory consumer rights are not excluded; this notice does not waive obligations that cannot lawfully be waived.
Report an error
Use the evidence-library report tool or email [email protected] with a link and the specific issue. Unsupported claims may be quarantined while reviewed. Paid links, when approved, are labelled and do not determine skill ranking.
Interpreting AI polls
Probability bands and dates in public polls are personal scenarios about task automation. They are not forecasts produced or validated by RolePaths, and task automation is not equivalent to an occupation disappearing. Current distributions do not establish scientific consensus.